Pandas Profiling Report

Dataset statistics

Number of variables	81
Number of observations	100
Missing cells	475
Missing cells (%)	5.9%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	63.4 KiB
Average record size in memory	649.3 B

Variable types

CAT	48
NUM	28
BOOL	4
UNSUPPORTED	1

Warnings

`Utilities` has constant value "100"	Constant
`PoolArea` has constant value "100"	Constant
`GarageArea` is highly correlated with `GarageCars`	High correlation
`GarageCars` is highly correlated with `GarageArea`	High correlation
`Condition1` is highly correlated with `Street`	High correlation
`Street` is highly correlated with `Condition1`	High correlation
`RoofMatl` is highly correlated with `LandContour` and 2 other fields	High correlation
`LandContour` is highly correlated with `RoofMatl`	High correlation
`BsmtFullBath` is highly correlated with `RoofMatl`	High correlation
`FullBath` is highly correlated with `RoofMatl`	High correlation
`LotFrontage` has 14 (14.0%) missing values	Missing
`Alley` has 94 (94.0%) missing values	Missing
`BsmtQual` has 3 (3.0%) missing values	Missing
`BsmtCond` has 3 (3.0%) missing values	Missing
`BsmtExposure` has 3 (3.0%) missing values	Missing
`BsmtFinType1` has 3 (3.0%) missing values	Missing
`BsmtFinType2` has 3 (3.0%) missing values	Missing
`FireplaceQu` has 54 (54.0%) missing values	Missing
`GarageType` has 6 (6.0%) missing values	Missing
`GarageYrBlt` has 6 (6.0%) missing values	Missing
`GarageFinish` has 6 (6.0%) missing values	Missing
`GarageQual` has 6 (6.0%) missing values	Missing
`GarageCond` has 6 (6.0%) missing values	Missing
`PoolQC` has 100 (100.0%) missing values	Missing
`Fence` has 77 (77.0%) missing values	Missing
`MiscFeature` has 91 (91.0%) missing values	Missing
`Alley` is uniformly distributed	Uniform
`Id` has unique values	Unique
`PoolQC` is an unsupported type, check if it needs cleaning or further analysis	Unsupported
`MasVnrArea` has 60 (60.0%) zeros	Zeros
`BsmtFinSF1` has 34 (34.0%) zeros	Zeros
`BsmtFinSF2` has 91 (91.0%) zeros	Zeros
`BsmtUnfSF` has 7 (7.0%) zeros	Zeros
`TotalBsmtSF` has 3 (3.0%) zeros	Zeros
`2ndFlrSF` has 65 (65.0%) zeros	Zeros
`GarageArea` has 6 (6.0%) zeros	Zeros
`WoodDeckSF` has 52 (52.0%) zeros	Zeros
`OpenPorchSF` has 42 (42.0%) zeros	Zeros
`EnclosedPorch` has 83 (83.0%) zeros	Zeros
`ScreenPorch` has 95 (95.0%) zeros	Zeros
`MiscVal` has 91 (91.0%) zeros	Zeros

Reproduction

Analysis started	2022-04-24 16:49:16.527962
Analysis finished	2022-04-24 16:50:56.730771
Duration	1 minute and 40.2 seconds
Software version	pandas-profiling v2.9.0
Download configuration	config.yaml

Id
Real number (ℝ_≥0)

UNIQUE

Distinct	100
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	50.5
Minimum	1
Maximum	100
Zeros	0
Zeros (%)	0.0%
Memory size	800.0 B

Quantile statistics

Minimum	1
5-th percentile	5.95
Q1	25.75
median	50.5
Q3	75.25
95-th percentile	95.05
Maximum	100
Range	99
Interquartile range (IQR)	49.5

Descriptive statistics

Standard deviation	29.01149198
Coefficient of variation (CV)	0.5744849896
Kurtosis	-1.2
Mean	50.5
Median Absolute Deviation (MAD)	25
Skewness	0
Sum	5050
Variance	841.6666667
Monotocity	Strictly increasing

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1	1	1.0%
64	1	1.0%
74	1	1.0%
73	1	1.0%
72	1	1.0%
71	1	1.0%
70	1	1.0%
69	1	1.0%
68	1	1.0%
67	1	1.0%
Other values (90)	90	90.0%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
1	1	1.0%
2	1	1.0%
3	1	1.0%
4	1	1.0%
5	1	1.0%

Value	Count	Frequency (%)
100	1	1.0%
99	1	1.0%
98	1	1.0%
97	1	1.0%
96	1	1.0%

MSSubClass
Real number (ℝ_≥0)

Distinct	14
Distinct (%)	14.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	52
Minimum	20
Maximum	190
Zeros	0
Zeros (%)	0.0%
Memory size	800.0 B

Quantile statistics

Minimum	20
5-th percentile	20
Q1	20
median	45
Q3	60
95-th percentile	160
Maximum	190
Range	170
Interquartile range (IQR)	40

Descriptive statistics

Standard deviation	42.54528188
Coefficient of variation (CV)	0.8181784977
Kurtosis	2.78653923
Mean	52
Median Absolute Deviation (MAD)	25
Skewness	1.72562696
Sum	5200
Variance	1810.10101
Monotocity	Not monotonic

Histogram with fixed size bins (bins=14)

Value	Count	Frequency (%)
20	45	45.0%
60	18	18.0%
50	9	9.0%
120	5	5.0%
90	4	4.0%
30	4	4.0%
70	3	3.0%
190	3	3.0%
45	2	2.0%
80	2	2.0%
Other values (4)	5	5.0%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
20	45	45.0%
30	4	4.0%
45	2	2.0%
50	9	9.0%
60	18	18.0%

Value	Count	Frequency (%)
190	3	3.0%
180	1	1.0%
160	2	2.0%
120	5	5.0%
90	4	4.0%

MSZoning
Categorical

Distinct	4
Distinct (%)	4.0%
Missing	0
Missing (%)	0.0%
Memory size	800.0 B

RL	78
RM	16
C (all)	3
FV	3

Frequencies
Length

Value	Count	Frequency (%)
RL	78	78.0%
RM	16	16.0%
C (all)	3	3.0%
FV	3	3.0%

Frequencies of value counts

Unique

Unique	0 ?
Unique (%)	0.0%

Histogram of lengths of the category

Length

Max length	7
Median length	2
Mean length	2.15
Min length	2

LotFrontage
Real number (ℝ_≥0)

MISSING

Distinct	44
Distinct (%)	51.2%
Missing	14
Missing (%)	14.0%
Infinite	0
Infinite (%)	0.0%

Mean	71.40697674
Minimum	21
Maximum	122
Zeros	0
Zeros (%)	0.0%
Memory size	800.0 B

Quantile statistics

Minimum	21
5-th percentile	41
Q1	60
median	70
Q3	84
95-th percentile	110
Maximum	122
Range	101
Interquartile range (IQR)	24

Descriptive statistics

Standard deviation	21.09383958
Coefficient of variation (CV)	0.2954030621
Kurtosis	0.1244221368
Mean	71.40697674
Median Absolute Deviation (MAD)	10.5
Skewness	0.2460406447
Sum	6141
Variance	444.9500684
Monotocity	Not monotonic

Histogram with fixed size bins (bins=44)

Value	Count	Frequency (%)
60	12	12.0%
85	6	6.0%
50	4	4.0%
70	4	4.0%
68	3	3.0%
84	3	3.0%
72	3	3.0%
66	3	3.0%
80	3	3.0%
65	2	2.0%
Other values (34)	43	43.0%
(Missing)	14	14.0%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
21	1	1.0%
24	1	1.0%
32	1	1.0%
33	1	1.0%
40	1	1.0%

Value	Count	Frequency (%)
122	1	1.0%
121	1	1.0%
115	1	1.0%
112	1	1.0%
110	2	2.0%

LotArea
Real number (ℝ_≥0)

Distinct	94
Distinct (%)	94.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	10115.87
Minimum	1596
Maximum	50271
Zeros	0
Zeros (%)	0.0%
Memory size	800.0 B

Quantile statistics

Minimum	1596
5-th percentile	4497.8
Q1	7643.25
median	9595.5
Q3	11243.25
95-th percentile	15616.3
Maximum	50271
Range	48675
Interquartile range (IQR)	3600

Descriptive statistics

Standard deviation	5130.541763
Coefficient of variation (CV)	0.5071775105
Kurtosis	37.70343314
Mean	10115.87
Median Absolute Deviation (MAD)	1868
Skewness	4.920116424
Sum	1011587
Variance	26322458.78
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
7200	5	5.0%
8500	2	2.0%
6120	2	2.0%
8450	1	1.0%
9375	1	1.0%
10141	1	1.0%
7599	1	1.0%
13651	1	1.0%
15593	1	1.0%
4608	1	1.0%
Other values (84)	84	84.0%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
1596	1	1.0%
2645	1	1.0%
3951	1	1.0%
4224	1	1.0%
4456	1	1.0%

Value	Count	Frequency (%)
50271	1	1.0%
19900	1	1.0%
16905	1	1.0%
16321	1	1.0%
16059	1	1.0%

Street
Categorical

HIGH CORRELATION

Distinct	2
Distinct (%)	2.0%
Missing	0
Missing (%)	0.0%
Memory size	800.0 B

Pave	99
Grvl	1

Frequencies
Length

Value	Count	Frequency (%)
Pave	99	99.0%
Grvl	1	1.0%

Frequencies of value counts

Unique

Unique	1 ?
Unique (%)	1.0%

Histogram of lengths of the category

Length

Max length	4
Median length	4
Mean length	4
Min length	4

Alley
Categorical

MISSING
UNIFORM

Distinct	2
Distinct (%)	33.3%
Missing	94
Missing (%)	94.0%
Memory size	800.0 B

Grvl	3
Pave	3

Frequencies
Length

Value	Count	Frequency (%)
Grvl	3	3.0%
Pave	3	3.0%
(Missing)	94	94.0%

Frequencies of value counts

Unique

Unique	0 ?
Unique (%)	0.0%

Histogram of lengths of the category

Length

Max length	4
Median length	3
Mean length	3.06
Min length	3

LotShape
Categorical

Distinct	3
Distinct (%)	3.0%
Missing	0
Missing (%)	0.0%
Memory size	800.0 B

Reg	60
IR1	34
IR2	6

Frequencies
Length

Value	Count	Frequency (%)
Reg	60	60.0%
IR1	34	34.0%
IR2	6	6.0%

Frequencies of value counts

Unique

Unique	0 ?
Unique (%)	0.0%

Histogram of lengths of the category

Length

Max length	3
Median length	3
Mean length	3
Min length	3

LandContour
Categorical

HIGH CORRELATION

Distinct	4
Distinct (%)	4.0%
Missing	0
Missing (%)	0.0%
Memory size	800.0 B

Lvl	91
Bnk	5
HLS	3
Low	1

Frequencies
Length

Value	Count	Frequency (%)
Lvl	91	91.0%
Bnk	5	5.0%
HLS	3	3.0%
Low	1	1.0%

Frequencies of value counts

Unique

Unique	1 ?
Unique (%)	1.0%

Histogram of lengths of the category

Length

Max length	3
Median length	3
Mean length	3
Min length	3

Utilities
Categorical

CONSTANT
REJECTED

Distinct	1
Distinct (%)	1.0%
Missing	0
Missing (%)	0.0%
Memory size	800.0 B

AllPub	100

Frequencies
Length

Value	Count	Frequency (%)
AllPub	100	100.0%

Frequencies of value counts

Unique

Unique	0 ?
Unique (%)	0.0%

Histogram of lengths of the category

Length

Max length	6
Median length	6
Mean length	6
Min length	6

LotConfig
Categorical

Distinct	4
Distinct (%)	4.0%
Missing	0
Missing (%)	0.0%
Memory size	800.0 B

Inside	64
Corner	26
CulDSac	7
FR2	3

Frequencies
Length

Value	Count	Frequency (%)
Inside	64	64.0%
Corner	26	26.0%
CulDSac	7	7.0%
FR2	3	3.0%

Frequencies of value counts

Unique

Unique	0 ?
Unique (%)	0.0%

Histogram of lengths of the category

Length

Max length	7
Median length	6
Mean length	5.98
Min length	3

LandSlope
Categorical

Distinct	2
Distinct (%)	2.0%
Missing	0
Missing (%)	0.0%
Memory size	800.0 B

Gtl	98
Mod	2

Frequencies
Length

Value	Count	Frequency (%)
Gtl	98	98.0%
Mod	2	2.0%

Frequencies of value counts

Unique

Unique	0 ?
Unique (%)	0.0%

Histogram of lengths of the category

Length

Max length	3
Median length	3
Mean length	3
Min length	3

Neighborhood
Categorical

Distinct	20
Distinct (%)	20.0%
Missing	0
Missing (%)	0.0%
Memory size	800.0 B

NAmes	21
CollgCr	14
NridgHt	9
OldTown	7
Sawyer	7
Other values (15)	42

Frequencies
Length

Common Values
Overview

Value	Count	Frequency (%)
NAmes	21	21.0%
CollgCr	14	14.0%
NridgHt	9	9.0%
OldTown	7	7.0%
Sawyer	7	7.0%
Somerst	5	5.0%
Gilbert	5	5.0%
BrkSide	5	5.0%
IDOTRR	5	5.0%
Mitchel	4	4.0%
Other values (10)	18	18.0%

Frequencies of value counts

Unique

Unique	4 ?
Unique (%)	4.0%

Histogram of lengths of the category

Length

Max length	7
Median length	7
Mean length	6.44
Min length	5

Condition1
Categorical

HIGH CORRELATION

Distinct	8
Distinct (%)	8.0%
Missing	0
Missing (%)	0.0%
Memory size	800.0 B

Norm	87
Feedr	4
Artery	3
RRAe	2
PosN	1
Other values (3)	3

Frequencies
Length

Value	Count	Frequency (%)
Norm	87	87.0%
Feedr	4	4.0%
Artery	3	3.0%
RRAe	2	2.0%
PosN	1	1.0%
RRNn	1	1.0%
RRAn	1	1.0%
PosA	1	1.0%

Frequencies of value counts

Unique

Unique	4 ?
Unique (%)	4.0%

Histogram of lengths of the category

Length

Max length	6
Median length	4
Mean length	4.1
Min length	4

Condition2
Categorical

Distinct	4
Distinct (%)	4.0%
Missing	0
Missing (%)	0.0%
Memory size	800.0 B

Norm	96
Feedr	2
Artery	1
RRNn	1

Frequencies
Length

Value	Count	Frequency (%)
Norm	96	96.0%
Feedr	2	2.0%
Artery	1	1.0%
RRNn	1	1.0%

Frequencies of value counts

Unique

Unique	2 ?
Unique (%)	2.0%

Histogram of lengths of the category

Length

Max length	6
Median length	4
Mean length	4.04
Min length	4

BldgType
Categorical

Distinct	5
Distinct (%)	5.0%
Missing	0
Missing (%)	0.0%
Memory size	800.0 B

1Fam	85
TwnhsE	6
Duplex	4
2fmCon	3
Twnhs	2

Frequencies
Length

Value	Count	Frequency (%)
1Fam	85	85.0%
TwnhsE	6	6.0%
Duplex	4	4.0%
2fmCon	3	3.0%
Twnhs	2	2.0%

Frequencies of value counts

Unique

Unique	0 ?
Unique (%)	0.0%

Histogram of lengths of the category

Length

Max length	6
Median length	4
Mean length	4.28
Min length	4

HouseStyle
Categorical

Distinct	7
Distinct (%)	7.0%
Missing	0
Missing (%)	0.0%
Memory size	800.0 B

1Story	58
2Story	26
1.5Fin	7
1.5Unf	3
SLvl	3
Other values (2)	3

Frequencies
Length

Value	Count	Frequency (%)
1Story	58	58.0%
2Story	26	26.0%
1.5Fin	7	7.0%
1.5Unf	3	3.0%
SLvl	3	3.0%
2.5Unf	2	2.0%
SFoyer	1	1.0%

Frequencies of value counts

Unique

Unique	1 ?
Unique (%)	1.0%

Histogram of lengths of the category

Length

Max length	6
Median length	6
Mean length	5.94
Min length	4

OverallQual
Real number (ℝ_≥0)

Distinct	8
Distinct (%)	8.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	5.98
Minimum	3
Maximum	10
Zeros	0
Zeros (%)	0.0%
Memory size	800.0 B

Quantile statistics

Minimum	3
5-th percentile	4
Q1	5
median	6
Q3	7
95-th percentile	8.05
Maximum	10
Range	7
Interquartile range (IQR)	2

Descriptive statistics

Standard deviation	1.530696019
Coefficient of variation (CV)	0.255969234
Kurtosis	-0.6513121043
Mean	5.98
Median Absolute Deviation (MAD)	1
Skewness	0.3446336636
Sum	598
Variance	2.343030303
Monotocity	Not monotonic

Histogram with fixed size bins (bins=8)

Value	Count	Frequency (%)
5	31	31.0%
7	19	19.0%
6	15	15.0%
8	14	14.0%
4	14	14.0%
9	4	4.0%
3	2	2.0%
10	1	1.0%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
3	2	2.0%
4	14	14.0%
5	31	31.0%
6	15	15.0%
7	19	19.0%

Value	Count	Frequency (%)
10	1	1.0%
9	4	4.0%
8	14	14.0%
7	19	19.0%
6	15	15.0%

OverallCond
Real number (ℝ_≥0)

Distinct	7
Distinct (%)	7.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	5.5
Minimum	2
Maximum	8
Zeros	0
Zeros (%)	0.0%
Memory size	800.0 B

Quantile statistics

Minimum	2
5-th percentile	5
Q1	5
median	5
Q3	6
95-th percentile	7
Maximum	8
Range	6
Interquartile range (IQR)	1

Descriptive statistics

Standard deviation	0.9795896894
Coefficient of variation (CV)	0.1781072163
Kurtosis	1.816561402
Mean	5.5
Median Absolute Deviation (MAD)	0
Skewness	0.3618428984
Sum	550
Variance	0.9595959596
Monotocity	Not monotonic

Histogram with fixed size bins (bins=7)

Value	Count	Frequency (%)
5	59	59.0%
6	21	21.0%
7	12	12.0%
8	4	4.0%
4	2	2.0%
2	1	1.0%
3	1	1.0%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
2	1	1.0%
3	1	1.0%
4	2	2.0%
5	59	59.0%
6	21	21.0%

Value	Count	Frequency (%)
8	4	4.0%
7	12	12.0%
6	21	21.0%
5	59	59.0%
4	2	2.0%

YearBuilt
Real number (ℝ_≥0)

Distinct	54
Distinct (%)	54.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	1971.41
Minimum	1910
Maximum	2009
Zeros	0
Zeros (%)	0.0%
Memory size	800.0 B

Quantile statistics

Minimum	1910
5-th percentile	1919.75
Q1	1954.75
median	1970
Q3	2000.25
95-th percentile	2006.05
Maximum	2009
Range	99
Interquartile range (IQR)	45.5

Descriptive statistics

Standard deviation	29.37328375
Coefficient of variation (CV)	0.01489963211
Kurtosis	-0.8589436349
Mean	1971.41
Median Absolute Deviation (MAD)	26
Skewness	-0.4586958339
Sum	197141
Variance	862.789798
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
2004	6	6.0%
2005	5	5.0%
2007	4	4.0%
1920	4	4.0%
1959	4	4.0%
2006	4	4.0%
1997	3	3.0%
1968	3	3.0%
2003	3	3.0%
1973	3	3.0%
Other values (44)	61	61.0%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
1910	2	2.0%
1915	3	3.0%
1920	4	4.0%
1921	2	2.0%
1927	1	1.0%

Value	Count	Frequency (%)
2009	1	1.0%
2007	4	4.0%
2006	4	4.0%
2005	5	5.0%
2004	6	6.0%

YearRemodAdd
Real number (ℝ_≥0)

Distinct	42
Distinct (%)	42.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	1983.92
Minimum	1950
Maximum	2009
Zeros	0
Zeros (%)	0.0%
Memory size	800.0 B

Quantile statistics

Minimum	1950
5-th percentile	1950
Q1	1964.75
median	1994
Q3	2003.25
95-th percentile	2007
Maximum	2009
Range	59
Interquartile range (IQR)	38.5

Descriptive statistics

Standard deviation	20.96735317
Coefficient of variation (CV)	0.01056864852
Kurtosis	-1.473551487
Mean	1983.92
Median Absolute Deviation (MAD)	13
Skewness	-0.3872942722
Sum	198392
Variance	439.629899
Monotocity	Not monotonic

Histogram with fixed size bins (bins=42)

Value	Count	Frequency (%)
1950	11	11.0%
2006	8	8.0%
2005	6	6.0%
2007	5	5.0%
1959	4	4.0%
1965	4	4.0%
2003	4	4.0%
1998	4	4.0%
1973	3	3.0%
1997	3	3.0%
Other values (32)	48	48.0%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
1950	11	11.0%
1953	1	1.0%
1955	2	2.0%
1956	1	1.0%
1959	4	4.0%

Value	Count	Frequency (%)
2009	1	1.0%
2008	2	2.0%
2007	5	5.0%
2006	8	8.0%
2005	6	6.0%

RoofStyle
Categorical

Distinct	3
Distinct (%)	3.0%
Missing	0
Missing (%)	0.0%
Memory size	800.0 B

Gable	79
Hip	19
Gambrel	2

Frequencies
Length

Value	Count	Frequency (%)
Gable	79	79.0%
Hip	19	19.0%
Gambrel	2	2.0%

Frequencies of value counts

Unique

Unique	0 ?
Unique (%)	0.0%

Histogram of lengths of the category

Length

Max length	7
Median length	5
Mean length	4.66
Min length	3

RoofMatl
Categorical

HIGH CORRELATION

Distinct	2
Distinct (%)	2.0%
Missing	0
Missing (%)	0.0%
Memory size	800.0 B

CompShg	99
WdShngl	1

Frequencies
Length

Value	Count	Frequency (%)
CompShg	99	99.0%
WdShngl	1	1.0%

Frequencies of value counts

Unique

Unique	1 ?
Unique (%)	1.0%

Histogram of lengths of the category

Length

Max length	7
Median length	7
Mean length	7
Min length	7

Exterior1st
Categorical

Distinct	10
Distinct (%)	10.0%
Missing	0
Missing (%)	0.0%
Memory size	800.0 B

VinylSd	39
MetalSd	15
Wd Sdng	14
HdBoard	14
BrkFace	7
Other values (5)	11

Frequencies
Length

Value	Count	Frequency (%)
VinylSd	39	39.0%
MetalSd	15	15.0%
Wd Sdng	14	14.0%
HdBoard	14	14.0%
BrkFace	7	7.0%
Plywood	5	5.0%
WdShing	2	2.0%
CemntBd	2	2.0%
AsbShng	1	1.0%
Stucco	1	1.0%

Frequencies of value counts

Unique

Unique	2 ?
Unique (%)	2.0%

Histogram of lengths of the category

Length

Max length	7
Median length	7
Mean length	6.99
Min length	6

Exterior2nd
Categorical

Distinct	10
Distinct (%)	10.0%
Missing	0
Missing (%)	0.0%
Memory size	800.0 B

VinylSd	39
MetalSd	15
Wd Sdng	15
HdBoard	11
Plywood	10
Other values (5)	10

Frequencies
Length

Value	Count	Frequency (%)
VinylSd	39	39.0%
MetalSd	15	15.0%
Wd Sdng	15	15.0%
HdBoard	11	11.0%
Plywood	10	10.0%
Wd Shng	4	4.0%
CmentBd	2	2.0%
BrkFace	2	2.0%
Stucco	1	1.0%
AsbShng	1	1.0%

Frequencies of value counts

Unique

Unique	2 ?
Unique (%)	2.0%

Histogram of lengths of the category

Length

Max length	7
Median length	7
Mean length	6.99
Min length	6

MasVnrType
Categorical

Distinct	4
Distinct (%)	4.0%
Missing	0
Missing (%)	0.0%
Memory size	800.0 B

None	60
BrkFace	28
Stone	10
BrkCmn	2

Frequencies
Length

Value	Count	Frequency (%)
None	60	60.0%
BrkFace	28	28.0%
Stone	10	10.0%
BrkCmn	2	2.0%

Frequencies of value counts

Unique

Unique	0 ?
Unique (%)	0.0%

Histogram of lengths of the category

Length

Max length	7
Median length	4
Mean length	4.98
Min length	4

MasVnrArea
Real number (ℝ_≥0)

ZEROS

Distinct	41
Distinct (%)	41.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	121.64
Minimum	0
Maximum	1115
Zeros	60
Zeros (%)	60.0%
Memory size	800.0 B

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	188.5
95-th percentile	573.15
Maximum	1115
Range	1115
Interquartile range (IQR)	188.5

Descriptive statistics

Standard deviation	213.5539825
Coefficient of variation (CV)	1.755623006
Kurtosis	7.044170437
Mean	121.64
Median Absolute Deviation (MAD)	0
Skewness	2.43926968
Sum	12164
Variance	45605.30343
Monotocity	Not monotonic

Histogram with fixed size bins (bins=41)

Value	Count	Frequency (%)
0	60	60.0%
576	1	1.0%
178	1	1.0%
573	1	1.0%
344	1	1.0%
287	1	1.0%
167	1	1.0%
1115	1	1.0%
40	1	1.0%
104	1	1.0%
Other values (31)	31	31.0%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	60	60.0%
22	1	1.0%
40	1	1.0%
48	1	1.0%
66	1	1.0%

Value	Count	Frequency (%)
1115	1	1.0%
1031	1	1.0%
650	1	1.0%
640	1	1.0%
576	1	1.0%

ExterQual
Categorical

Distinct	4
Distinct (%)	4.0%
Missing	0
Missing (%)	0.0%
Memory size	800.0 B

TA	68
Gd	25
Ex	5
Fa	2

Frequencies
Length

Value	Count	Frequency (%)
TA	68	68.0%
Gd	25	25.0%
Ex	5	5.0%
Fa	2	2.0%

Frequencies of value counts

Unique

Unique	0 ?
Unique (%)	0.0%

Histogram of lengths of the category

Length

Max length	2
Median length	2
Mean length	2
Min length	2

ExterCond
Categorical

Distinct	3
Distinct (%)	3.0%
Missing	0
Missing (%)	0.0%
Memory size	800.0 B

TA	87
Gd	11
Fa	2

Frequencies
Length

Value	Count	Frequency (%)
TA	87	87.0%
Gd	11	11.0%
Fa	2	2.0%

Frequencies of value counts

Unique

Unique	0 ?
Unique (%)	0.0%

Histogram of lengths of the category

Length

Max length	2
Median length	2
Mean length	2
Min length	2

Foundation
Categorical

Distinct	5
Distinct (%)	5.0%
Missing	0
Missing (%)	0.0%
Memory size	800.0 B

CBlock	43
PConc	42
BrkTil	12
Slab	2
Wood	1

Frequencies
Length

Value	Count	Frequency (%)
CBlock	43	43.0%
PConc	42	42.0%
BrkTil	12	12.0%
Slab	2	2.0%
Wood	1	1.0%

Frequencies of value counts

Unique

Unique	1 ?
Unique (%)	1.0%

Histogram of lengths of the category

Length

Max length	6
Median length	6
Mean length	5.52
Min length	4

BsmtQual
Categorical

MISSING

Distinct	4
Distinct (%)	4.1%
Missing	3
Missing (%)	3.0%
Memory size	800.0 B

TA	46
Gd	37
Ex	13
Fa	1

Frequencies
Length

Value	Count	Frequency (%)
TA	46	46.0%
Gd	37	37.0%
Ex	13	13.0%
Fa	1	1.0%
(Missing)	3	3.0%

Frequencies of value counts

Unique

Unique	1 ?
Unique (%)	1.0%

Histogram of lengths of the category

Length

Max length	3
Median length	2
Mean length	2.03
Min length	2

BsmtCond
Categorical

MISSING

Distinct	3
Distinct (%)	3.1%
Missing	3
Missing (%)	3.0%
Memory size	800.0 B

TA	90
Gd	4
Fa	3

Frequencies
Length

Value	Count	Frequency (%)
TA	90	90.0%
Gd	4	4.0%
Fa	3	3.0%
(Missing)	3	3.0%

Frequencies of value counts

Unique

Unique	0 ?
Unique (%)	0.0%

Histogram of lengths of the category

Length

Max length	3
Median length	2
Mean length	2.03
Min length	2

BsmtExposure
Categorical

MISSING

Distinct	4
Distinct (%)	4.1%
Missing	3
Missing (%)	3.0%
Memory size	800.0 B

No	66
Av	16
Gd	9
Mn	6

Frequencies
Length

Value	Count	Frequency (%)
No	66	66.0%
Av	16	16.0%
Gd	9	9.0%
Mn	6	6.0%
(Missing)	3	3.0%

Frequencies of value counts

Unique

Unique	0 ?
Unique (%)	0.0%

Histogram of lengths of the category

Length

Max length	3
Median length	2
Mean length	2.03
Min length	2

BsmtFinType1
Categorical

MISSING

Distinct	6
Distinct (%)	6.2%
Missing	3
Missing (%)	3.0%
Memory size	800.0 B

Unf	31
GLQ	27
ALQ	19
Rec	9
BLQ	8

Frequencies
Length

Value	Count	Frequency (%)
Unf	31	31.0%
GLQ	27	27.0%
ALQ	19	19.0%
Rec	9	9.0%
BLQ	8	8.0%
LwQ	3	3.0%
(Missing)	3	3.0%

Frequencies of value counts

Unique

Unique	0 ?
Unique (%)	0.0%

Histogram of lengths of the category

Length

Max length	3
Median length	3
Mean length	3
Min length	3

BsmtFinSF1
Real number (ℝ_≥0)

ZEROS

Distinct	66
Distinct (%)	66.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	454.56
Minimum	0
Maximum	1880
Zeros	34
Zeros (%)	34.0%
Memory size	800.0 B

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	416
Q3	737.5
95-th percentile	1220.95
Maximum	1880
Range	1880
Interquartile range (IQR)	737.5

Descriptive statistics

Standard deviation	462.0349219
Coefficient of variation (CV)	1.016444302
Kurtosis	0.01918381404
Mean	454.56
Median Absolute Deviation (MAD)	416
Skewness	0.7877419067
Sum	45456
Variance	213476.2691
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	34	34.0%
24	2	2.0%
104	1	1.0%
1810	1	1.0%
384	1	1.0%
490	1	1.0%
649	1	1.0%
632	1	1.0%
462	1	1.0%
941	1	1.0%
Other values (56)	56	56.0%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	34	34.0%
24	2	2.0%
33	1	1.0%
104	1	1.0%
108	1	1.0%

Value	Count	Frequency (%)
1880	1	1.0%
1810	1	1.0%
1369	1	1.0%
1351	1	1.0%
1277	1	1.0%

BsmtFinType2
Categorical

MISSING

Distinct	6
Distinct (%)	6.2%
Missing	3
Missing (%)	3.0%
Memory size	800.0 B

Unf	88
BLQ	4
GLQ	2
ALQ	1
Rec	1

Frequencies
Length

Value	Count	Frequency (%)
Unf	88	88.0%
BLQ	4	4.0%
GLQ	2	2.0%
ALQ	1	1.0%
Rec	1	1.0%
LwQ	1	1.0%
(Missing)	3	3.0%

Frequencies of value counts

Unique

Unique	3 ?
Unique (%)	3.1%

Histogram of lengths of the category

Length

Max length	3
Median length	3
Mean length	3
Min length	3

BsmtFinSF2
Real number (ℝ_≥0)

ZEROS

Distinct	10
Distinct (%)	10.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	33.91
Minimum	0
Maximum	712
Zeros	91
Zeros (%)	91.0%
Memory size	800.0 B

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	368.2
Maximum	712
Range	712
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	131.5751577
Coefficient of variation (CV)	3.880128508
Kurtosis	15.52394478
Mean	33.91
Median Absolute Deviation (MAD)	0
Skewness	4.035510259
Sum	3391
Variance	17312.02212
Monotocity	Not monotonic

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
0	91	91.0%
32	1	1.0%
668	1	1.0%
486	1	1.0%
93	1	1.0%
491	1	1.0%
506	1	1.0%
712	1	1.0%
362	1	1.0%
41	1	1.0%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	91	91.0%
32	1	1.0%
41	1	1.0%
93	1	1.0%
362	1	1.0%

Value	Count	Frequency (%)
712	1	1.0%
668	1	1.0%
506	1	1.0%
491	1	1.0%
486	1	1.0%

BsmtUnfSF
Real number (ℝ_≥0)

ZEROS

Distinct	88
Distinct (%)	88.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	558.79
Minimum	0
Maximum	1777
Zeros	7
Zeros (%)	7.0%
Memory size	800.0 B

Quantile statistics

Minimum	0
5-th percentile	0
Q1	203
median	440
Q3	820
95-th percentile	1495.8
Maximum	1777
Range	1777
Interquartile range (IQR)	617

Descriptive statistics

Standard deviation	448.5991956
Coefficient of variation (CV)	0.8028046235
Kurtosis	0.1712825162
Mean	558.79
Median Absolute Deviation (MAD)	263.5
Skewness	0.9585837734
Sum	55879
Variance	201241.2383
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	7	7.0%
440	3	3.0%
612	2	2.0%
426	2	2.0%
832	2	2.0%
520	2	2.0%
318	1	1.0%
343	1	1.0%
701	1	1.0%
747	1	1.0%
Other values (78)	78	78.0%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	7	7.0%
32	1	1.0%
36	1	1.0%
64	1	1.0%
83	1	1.0%

Value	Count	Frequency (%)
1777	1	1.0%
1768	1	1.0%
1632	1	1.0%
1566	1	1.0%
1530	1	1.0%

TotalBsmtSF
Real number (ℝ_≥0)

ZEROS

Distinct	90
Distinct (%)	90.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	1047.26
Minimum	0
Maximum	2223
Zeros	3
Zeros (%)	3.0%
Memory size	800.0 B

Quantile statistics

Minimum	0
5-th percentile	437.2
Q1	822
median	1034.5
Q3	1268.5
95-th percentile	1752.8
Maximum	2223
Range	2223
Interquartile range (IQR)	446.5

Descriptive statistics

Standard deviation	408.5003028
Coefficient of variation (CV)	0.3900657934
Kurtosis	0.5864173914
Mean	1047.26
Median Absolute Deviation (MAD)	218.5
Skewness	0.03811081156
Sum	104726
Variance	166872.4974
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	3	3.0%
1057	2	2.0%
384	2	2.0%
816	2	2.0%
952	2	2.0%
840	2	2.0%
1040	2	2.0%
1158	2	2.0%
832	2	2.0%
1143	1	1.0%
Other values (80)	80	80.0%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	3	3.0%
384	2	2.0%
440	1	1.0%
458	1	1.0%
462	1	1.0%

Value	Count	Frequency (%)
2223	1	1.0%
1947	1	1.0%
1842	1	1.0%
1777	1	1.0%
1768	1	1.0%

Heating
Categorical

Distinct	2
Distinct (%)	2.0%
Missing	0
Missing (%)	0.0%
Memory size	800.0 B

GasA	98
GasW	2

Frequencies
Length

Value	Count	Frequency (%)
GasA	98	98.0%
GasW	2	2.0%

Frequencies of value counts

Unique

Unique	0 ?
Unique (%)	0.0%

Histogram of lengths of the category

Length

Max length	4
Median length	4
Mean length	4
Min length	4

HeatingQC
Categorical

Distinct	4
Distinct (%)	4.0%
Missing	0
Missing (%)	0.0%
Memory size	800.0 B

Ex	51
TA	27
Gd	19
Fa	3

Frequencies
Length

Value	Count	Frequency (%)
Ex	51	51.0%
TA	27	27.0%
Gd	19	19.0%
Fa	3	3.0%

Frequencies of value counts

Unique

Unique	0 ?
Unique (%)	0.0%

Histogram of lengths of the category

Length

Max length	2
Median length	2
Mean length	2
Min length	2

CentralAir
Boolean

Distinct	2
Distinct (%)	2.0%
Missing	0
Missing (%)	0.0%
Memory size	800.0 B

Y	90
N	10

Common Values
Chart

Value	Count	Frequency (%)
Y	90	90.0%
N	10	10.0%

Electrical
Categorical

Distinct	4
Distinct (%)	4.0%
Missing	0
Missing (%)	0.0%
Memory size	800.0 B

SBrkr	92
FuseA	4
FuseF	3
FuseP	1

Frequencies
Length

Value	Count	Frequency (%)
SBrkr	92	92.0%
FuseA	4	4.0%
FuseF	3	3.0%
FuseP	1	1.0%

Frequencies of value counts

Unique

Unique	1 ?
Unique (%)	1.0%

Histogram of lengths of the category

Length

Max length	5
Median length	5
Mean length	5
Min length	5

1stFlrSF
Real number (ℝ_≥0)

Distinct	93
Distinct (%)	93.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	1143.53
Minimum	520
Maximum	2223
Zeros	0
Zeros (%)	0.0%
Memory size	800.0 B

Quantile statistics

Minimum	520
5-th percentile	678.45
Q1	901.5
median	1091.5
Q3	1325
95-th percentile	1752.8
Maximum	2223
Range	1703
Interquartile range (IQR)	423.5

Descriptive statistics

Standard deviation	343.4002128
Coefficient of variation (CV)	0.3002983855
Kurtosis	0.648871465
Mean	1143.53
Median Absolute Deviation (MAD)	208.5
Skewness	0.753346181
Sum	114353
Variance	117923.7062
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
816	2	2.0%
1600	2	2.0%
1060	2	2.0%
1158	2	2.0%
1040	2	2.0%
1182	2	2.0%
1057	2	2.0%
1479	1	1.0%
1086	1	1.0%
885	1	1.0%
Other values (83)	83	83.0%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
520	1	1.0%
526	1	1.0%
581	1	1.0%
612	1	1.0%
649	1	1.0%

Value	Count	Frequency (%)
2223	1	1.0%
2207	1	1.0%
1842	1	1.0%
1795	1	1.0%
1768	1	1.0%

2ndFlrSF
Real number (ℝ_≥0)

ZEROS

Distinct	34
Distinct (%)	34.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	297.21
Minimum	0
Maximum	1519
Zeros	65
Zeros (%)	65.0%
Memory size	800.0 B

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	686
95-th percentile	1117.3
Maximum	1519
Range	1519
Interquartile range (IQR)	686

Descriptive statistics

Standard deviation	436.0497677
Coefficient of variation (CV)	1.467143662
Kurtosis	-0.3759015711
Mean	297.21
Median Absolute Deviation (MAD)	0
Skewness	1.040951734
Sum	29721
Variance	190139.3999
Monotocity	Not monotonic

Histogram with fixed size bins (bins=34)

Value	Count	Frequency (%)
0	65	65.0%
756	2	2.0%
983	2	2.0%
960	1	1.0%
1330	1	1.0%
833	1	1.0%
765	1	1.0%
462	1	1.0%
213	1	1.0%
548	1	1.0%
Other values (24)	24	24.0%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	65	65.0%
213	1	1.0%
462	1	1.0%
530	1	1.0%
548	1	1.0%

Value	Count	Frequency (%)
1519	1	1.0%
1330	1	1.0%
1320	1	1.0%
1218	1	1.0%
1142	1	1.0%

LowQualFinSF
Categorical

Distinct	3
Distinct (%)	3.0%
Missing	0
Missing (%)	0.0%
Memory size	800.0 B

0	98
360	1
513	1

Frequencies
Length

Value	Count	Frequency (%)
0	98	98.0%
360	1	1.0%
513	1	1.0%

Frequencies of value counts

Unique

Unique	2 ?
Unique (%)	2.0%

Histogram of lengths of the category

Length

Max length	3
Median length	1
Mean length	1.04
Min length	1

GrLivArea
Real number (ℝ_≥0)

Distinct	94
Distinct (%)	94.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	1449.47
Minimum	520
Maximum	2945
Zeros	0
Zeros (%)	0.0%
Memory size	800.0 B

Quantile statistics

Minimum	520
5-th percentile	844.5
Q1	1083.75
median	1349.5
Q3	1717.25
95-th percentile	2326.6
Maximum	2945
Range	2425
Interquartile range (IQR)	633.5

Descriptive statistics

Standard deviation	470.6571047
Coefficient of variation (CV)	0.3247097937
Kurtosis	0.176407428
Mean	1449.47
Median Absolute Deviation (MAD)	309.5
Skewness	0.7218085264
Sum	144947
Variance	221518.1102
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1710	2	2.0%
1040	2	2.0%
1060	2	2.0%
1600	2	2.0%
1470	2	2.0%
1786	2	2.0%
2034	1	1.0%
1718	1	1.0%
845	1	1.0%
2223	1	1.0%
Other values (84)	84	84.0%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
520	1	1.0%
747	1	1.0%
780	1	1.0%
816	1	1.0%
835	1	1.0%

Value	Count	Frequency (%)
2945	1	1.0%
2473	1	1.0%
2452	1	1.0%
2417	1	1.0%
2376	1	1.0%

BsmtFullBath
Categorical

HIGH CORRELATION

Distinct	3
Distinct (%)	3.0%
Missing	0
Missing (%)	0.0%
Memory size	800.0 B

0	56
1	43
2	1

Frequencies
Length

Value	Count	Frequency (%)
0	56	56.0%
1	43	43.0%
2	1	1.0%

Frequencies of value counts

Unique

Unique	1 ?
Unique (%)	1.0%

Histogram of lengths of the category

Length

Max length	1
Median length	1
Mean length	1
Min length	1

BsmtHalfBath
Boolean

Distinct	2
Distinct (%)	2.0%
Missing	0
Missing (%)	0.0%
Memory size	800.0 B

0	93
1	7

Common Values
Chart

Value	Count	Frequency (%)
0	93	93.0%
1	7	7.0%

FullBath
Categorical

HIGH CORRELATION

Distinct	4
Distinct (%)	4.0%
Missing	0
Missing (%)	0.0%
Memory size	800.0 B

1	50
2	45
3	4
0	1

Frequencies
Length

Value	Count	Frequency (%)
1	50	50.0%
2	45	45.0%
3	4	4.0%
0	1	1.0%

Frequencies of value counts

Unique

Unique	1 ?
Unique (%)	1.0%

Histogram of lengths of the category

Length

Max length	1
Median length	1
Mean length	1
Min length	1

HalfBath
Boolean

Distinct	2
Distinct (%)	2.0%
Missing	0
Missing (%)	0.0%
Memory size	800.0 B

0	68
1	32

Common Values
Chart

Value	Count	Frequency (%)
0	68	68.0%
1	32	32.0%

BedroomAbvGr
Real number (ℝ_≥0)

Distinct	5
Distinct (%)	5.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	2.71
Minimum	0
Maximum	4
Zeros	1
Zeros (%)	1.0%
Memory size	800.0 B

Quantile statistics

Minimum	0
5-th percentile	2
Q1	2
median	3
Q3	3
95-th percentile	4
Maximum	4
Range	4
Interquartile range (IQR)	1

Descriptive statistics

Standard deviation	0.7288430018
Coefficient of variation (CV)	0.2689457571
Kurtosis	1.29197607
Mean	2.71
Median Absolute Deviation (MAD)	0
Skewness	-0.6071837798
Sum	271
Variance	0.5312121212
Monotocity	Not monotonic

Histogram with fixed size bins (bins=5)

Value	Count	Frequency (%)
3	56	56.0%
2	30	30.0%
4	10	10.0%
1	3	3.0%
0	1	1.0%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	1	1.0%
1	3	3.0%
2	30	30.0%
3	56	56.0%
4	10	10.0%

Value	Count	Frequency (%)
4	10	10.0%
3	56	56.0%
2	30	30.0%
1	3	3.0%
0	1	1.0%

KitchenAbvGr
Categorical

Distinct	3
Distinct (%)	3.0%
Missing	0
Missing (%)	0.0%
Memory size	800.0 B

1	92
2	7
3	1

Frequencies
Length

Value	Count	Frequency (%)
1	92	92.0%
2	7	7.0%
3	1	1.0%

Frequencies of value counts

Unique

Unique	1 ?
Unique (%)	1.0%

Histogram of lengths of the category

Length

Max length	1
Median length	1
Mean length	1
Min length	1

KitchenQual
Categorical

Distinct	4
Distinct (%)	4.0%
Missing	0
Missing (%)	0.0%
Memory size	800.0 B

TA	55
Gd	38
Fa	4
Ex	3

Frequencies
Length

Value	Count	Frequency (%)
TA	55	55.0%
Gd	38	38.0%
Fa	4	4.0%
Ex	3	3.0%

Frequencies of value counts

Unique

Unique	0 ?
Unique (%)	0.0%

Histogram of lengths of the category

Length

Max length	2
Median length	2
Mean length	2
Min length	2

TotRmsAbvGrd
Real number (ℝ_≥0)

Distinct	8
Distinct (%)	8.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	6.27
Minimum	4
Maximum	11
Zeros	0
Zeros (%)	0.0%
Memory size	800.0 B

Quantile statistics

Minimum	4
5-th percentile	4
Q1	5
median	6
Q3	7
95-th percentile	9
Maximum	11
Range	7
Interquartile range (IQR)	2

Descriptive statistics

Standard deviation	1.420307265
Coefficient of variation (CV)	0.2265242847
Kurtosis	0.6701860223
Mean	6.27
Median Absolute Deviation (MAD)	1
Skewness	0.7600158459
Sum	627
Variance	2.017272727
Monotocity	Not monotonic

Histogram with fixed size bins (bins=8)

Value	Count	Frequency (%)
6	36	36.0%
5	21	21.0%
7	18	18.0%
8	8	8.0%
4	8	8.0%
9	7	7.0%
11	1	1.0%
10	1	1.0%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
4	8	8.0%
5	21	21.0%
6	36	36.0%
7	18	18.0%
8	8	8.0%

Value	Count	Frequency (%)
11	1	1.0%
10	1	1.0%
9	7	7.0%
8	8	8.0%
7	18	18.0%

Functional
Categorical

Distinct	2
Distinct (%)	2.0%
Missing	0
Missing (%)	0.0%
Memory size	800.0 B

Typ	95
Min1	5

Frequencies
Length

Value	Count	Frequency (%)
Typ	95	95.0%
Min1	5	5.0%

Frequencies of value counts

Unique

Unique	0 ?
Unique (%)	0.0%

Histogram of lengths of the category

Length

Max length	4
Median length	3
Mean length	3.05
Min length	3

Fireplaces
Categorical

Distinct	3
Distinct (%)	3.0%
Missing	0
Missing (%)	0.0%
Memory size	800.0 B

0	54
1	39
2	7

Frequencies
Length

Value	Count	Frequency (%)
0	54	54.0%
1	39	39.0%
2	7	7.0%

Frequencies of value counts

Unique

Unique	0 ?
Unique (%)	0.0%

Histogram of lengths of the category

Length

Max length	1
Median length	1
Mean length	1
Min length	1

FireplaceQu
Categorical

MISSING

Distinct	4
Distinct (%)	8.7%
Missing	54
Missing (%)	54.0%
Memory size	800.0 B

Gd	27
TA	17
Fa	1
Ex	1

Frequencies
Length

Value	Count	Frequency (%)
Gd	27	27.0%
TA	17	17.0%
Fa	1	1.0%
Ex	1	1.0%
(Missing)	54	54.0%

Frequencies of value counts

Unique

Unique	2 ?
Unique (%)	4.3%

Histogram of lengths of the category

Length

Max length	3
Median length	3
Mean length	2.54
Min length	2

GarageType
Categorical

MISSING

Distinct	5
Distinct (%)	5.3%
Missing	6
Missing (%)	6.0%
Memory size	800.0 B

Attchd	55
Detchd	27
BuiltIn	9
CarPort	2
Basment	1

Frequencies
Length

Value	Count	Frequency (%)
Attchd	55	55.0%
Detchd	27	27.0%
BuiltIn	9	9.0%
CarPort	2	2.0%
Basment	1	1.0%
(Missing)	6	6.0%

Frequencies of value counts

Unique

Unique	1 ?
Unique (%)	1.1%

Histogram of lengths of the category

Length

Max length	7
Median length	6
Mean length	5.94
Min length	3

GarageYrBlt
Real number (ℝ_≥0)

MISSING

Distinct	53
Distinct (%)	56.4%
Missing	6
Missing (%)	6.0%
Infinite	0
Infinite (%)	0.0%

Mean	1977.361702
Minimum	1900
Maximum	2009
Zeros	0
Zeros (%)	0.0%
Memory size	800.0 B

Quantile statistics

Minimum	1900
5-th percentile	1920.65
Q1	1961.25
median	1979
Q3	2002.75
95-th percentile	2006.35
Maximum	2009
Range	109
Interquartile range (IQR)	41.5

Descriptive statistics

Standard deviation	26.60457195
Coefficient of variation (CV)	0.01345458037
Kurtosis	-0.09931836581
Mean	1977.361702
Median Absolute Deviation (MAD)	20
Skewness	-0.7723485976
Sum	185872
Variance	707.8032487
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
2005	6	6.0%
2004	5	5.0%
2006	5	5.0%
1998	4	4.0%
1973	4	4.0%
2003	3	3.0%
1966	3	3.0%
1920	3	3.0%
2007	3	3.0%
1959	3	3.0%
Other values (43)	55	55.0%
(Missing)	6	6.0%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
1900	1	1.0%
1915	1	1.0%
1920	3	3.0%
1921	1	1.0%
1930	1	1.0%

Value	Count	Frequency (%)
2009	1	1.0%
2008	1	1.0%
2007	3	3.0%
2006	5	5.0%
2005	6	6.0%

GarageFinish
Categorical

MISSING

Distinct	3
Distinct (%)	3.2%
Missing	6
Missing (%)	6.0%
Memory size	800.0 B

Unf	42
RFn	34
Fin	18

Frequencies
Length

Value	Count	Frequency (%)
Unf	42	42.0%
RFn	34	34.0%
Fin	18	18.0%
(Missing)	6	6.0%

Frequencies of value counts

Unique

Unique	0 ?
Unique (%)	0.0%

Histogram of lengths of the category

Length

Max length	3
Median length	3
Mean length	3
Min length	3

GarageCars
Categorical

HIGH CORRELATION

Distinct	4
Distinct (%)	4.0%
Missing	0
Missing (%)	0.0%
Memory size	800.0 B

2	55
1	26
3	13
0	6

Frequencies
Length

Value	Count	Frequency (%)
2	55	55.0%
1	26	26.0%
3	13	13.0%
0	6	6.0%

Frequencies of value counts

Unique

Unique	0 ?
Unique (%)	0.0%

Histogram of lengths of the category

Length

Max length	1
Median length	1
Mean length	1
Min length	1

GarageArea
Real number (ℝ_≥0)

HIGH CORRELATION
ZEROS

Distinct	71
Distinct (%)	71.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	466.37
Minimum	0
Maximum	894
Zeros	6
Zeros (%)	6.0%
Memory size	800.0 B

Quantile statistics

Minimum	0
5-th percentile	0
Q1	352
median	480
Q3	576
95-th percentile	836.2
Maximum	894
Range	894
Interquartile range (IQR)	224

Descriptive statistics

Standard deviation	199.1210816
Coefficient of variation (CV)	0.4269594563
Kurtosis	0.4252765451
Mean	466.37
Median Absolute Deviation (MAD)	96
Skewness	-0.229985241
Sum	46637
Variance	39649.20515
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
576	7	7.0%
0	6	6.0%
480	5	5.0%
352	3	3.0%
484	3	3.0%
516	3	3.0%
440	2	2.0%
528	2	2.0%
308	2	2.0%
240	2	2.0%
Other values (61)	65	65.0%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	6	6.0%
205	1	1.0%
220	1	1.0%
240	2	2.0%
246	1	1.0%

Value	Count	Frequency (%)
894	1	1.0%
890	1	1.0%
853	1	1.0%
852	1	1.0%
840	1	1.0%

GarageQual
Categorical

MISSING

Distinct	3
Distinct (%)	3.2%
Missing	6
Missing (%)	6.0%
Memory size	800.0 B

TA	90
Fa	3
Gd	1

Frequencies
Length

Value	Count	Frequency (%)
TA	90	90.0%
Fa	3	3.0%
Gd	1	1.0%
(Missing)	6	6.0%

Frequencies of value counts

Unique

Unique	1 ?
Unique (%)	1.1%

Histogram of lengths of the category

Length

Max length	3
Median length	2
Mean length	2.06
Min length	2

GarageCond
Categorical

MISSING

Distinct	3
Distinct (%)	3.2%
Missing	6
Missing (%)	6.0%
Memory size	800.0 B

TA	92
Fa	1
Gd	1

Frequencies
Length

Value	Count	Frequency (%)
TA	92	92.0%
Fa	1	1.0%
Gd	1	1.0%
(Missing)	6	6.0%

Frequencies of value counts

Unique

Unique	2 ?
Unique (%)	2.1%

Histogram of lengths of the category

Length

Max length	3
Median length	2
Mean length	2.06
Min length	2

PavedDrive
Categorical

Distinct	3
Distinct (%)	3.0%
Missing	0
Missing (%)	0.0%
Memory size	800.0 B

Y	92
N	6
P	2

Frequencies
Length

Value	Count	Frequency (%)
Y	92	92.0%
N	6	6.0%
P	2	2.0%

Frequencies of value counts

Unique

Unique	0 ?
Unique (%)	0.0%

Histogram of lengths of the category

Length

Max length	1
Median length	1
Mean length	1
Min length	1

WoodDeckSF
Real number (ℝ_≥0)

ZEROS

Distinct	39
Distinct (%)	39.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	93.82
Minimum	0
Maximum	857
Zeros	52
Zeros (%)	52.0%
Memory size	800.0 B

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	149.75
95-th percentile	303.55
Maximum	857
Range	857
Interquartile range (IQR)	149.75

Descriptive statistics

Standard deviation	139.5768772
Coefficient of variation (CV)	1.487709201
Kurtosis	9.05016187
Mean	93.82
Median Absolute Deviation (MAD)	0
Skewness	2.451938864
Sum	9382
Variance	19481.70465
Monotocity	Not monotonic

Histogram with fixed size bins (bins=39)

Value	Count	Frequency (%)
0	52	52.0%
120	4	4.0%
192	3	3.0%
144	2	2.0%
100	2	2.0%
240	2	2.0%
196	2	2.0%
74	2	2.0%
300	1	1.0%
301	1	1.0%
Other values (29)	29	29.0%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	52	52.0%
12	1	1.0%
40	1	1.0%
48	1	1.0%
49	1	1.0%

Value	Count	Frequency (%)
857	1	1.0%
576	1	1.0%
406	1	1.0%
392	1	1.0%
352	1	1.0%

OpenPorchSF
Real number (ℝ_≥0)

ZEROS

Distinct	48
Distinct (%)	48.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	46.9
Minimum	0
Maximum	258
Zeros	42
Zeros (%)	42.0%
Memory size	800.0 B

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	30
Q3	72
95-th percentile	163.85
Maximum	258
Range	258
Interquartile range (IQR)	72

Descriptive statistics

Standard deviation	59.74330612
Coefficient of variation (CV)	1.27384448
Kurtosis	2.095988255
Mean	46.9
Median Absolute Deviation (MAD)	30
Skewness	1.548020566
Sum	4690
Variance	3569.262626
Monotocity	Not monotonic

Histogram with fixed size bins (bins=48)

Value	Count	Frequency (%)
0	42	42.0%
50	3	3.0%
29	3	3.0%
72	3	3.0%
38	2	2.0%
82	2	2.0%
30	2	2.0%
32	2	2.0%
21	2	2.0%
70	1	1.0%
Other values (38)	38	38.0%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	42	42.0%
4	1	1.0%
11	1	1.0%
21	2	2.0%
29	3	3.0%

Value	Count	Frequency (%)
258	1	1.0%
234	1	1.0%
213	1	1.0%
204	1	1.0%
199	1	1.0%

EnclosedPorch
Real number (ℝ_≥0)

ZEROS

Distinct	17
Distinct (%)	17.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	24.13
Minimum	0
Maximum	272
Zeros	83
Zeros (%)	83.0%
Memory size	800.0 B

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	177.3
Maximum	272
Range	272
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	60.21101866
Coefficient of variation (CV)	2.495276364
Kurtosis	5.427858415
Mean	24.13
Median Absolute Deviation (MAD)	0
Skewness	2.527958419
Sum	2413
Variance	3625.366768
Monotocity	Not monotonic

Histogram with fixed size bins (bins=17)

Value	Count	Frequency (%)
0	83	83.0%
205	2	2.0%
144	1	1.0%
44	1	1.0%
156	1	1.0%
128	1	1.0%
202	1	1.0%
114	1	1.0%
64	1	1.0%
37	1	1.0%
Other values (7)	7	7.0%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	83	83.0%
37	1	1.0%
44	1	1.0%
64	1	1.0%
77	1	1.0%

Value	Count	Frequency (%)
272	1	1.0%
228	1	1.0%
205	2	2.0%
202	1	1.0%
176	1	1.0%

3SsnPorch
Categorical

Distinct	3
Distinct (%)	3.0%
Missing	0
Missing (%)	0.0%
Memory size	800.0 B

0	98
320	1
407	1

Frequencies
Length

Value	Count	Frequency (%)
0	98	98.0%
320	1	1.0%
407	1	1.0%

Frequencies of value counts

Unique

Unique	2 ?
Unique (%)	2.0%

Histogram of lengths of the category

Length

Max length	3
Median length	1
Mean length	1.04
Min length	1

ScreenPorch
Real number (ℝ_≥0)

ZEROS

Distinct	6
Distinct (%)	6.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	10.16
Minimum	0
Maximum	291
Zeros	95
Zeros (%)	95.0%
Memory size	800.0 B

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	4.95
Maximum	291
Range	291
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	46.90883486
Coefficient of variation (CV)	4.617011305
Kurtosis	22.85336691
Mean	10.16
Median Absolute Deviation (MAD)	0
Skewness	4.801572778
Sum	1016
Variance	2200.438788
Monotocity	Not monotonic

Histogram with fixed size bins (bins=6)

Value	Count	Frequency (%)
0	95	95.0%
176	1	1.0%
198	1	1.0%
291	1	1.0%
252	1	1.0%
99	1	1.0%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	95	95.0%
99	1	1.0%
176	1	1.0%
198	1	1.0%
252	1	1.0%

Value	Count	Frequency (%)
291	1	1.0%
252	1	1.0%
198	1	1.0%
176	1	1.0%
99	1	1.0%

PoolArea
Boolean

CONSTANT
REJECTED

Distinct	1
Distinct (%)	1.0%
Missing	0
Missing (%)	0.0%
Memory size	800.0 B

0	100

Common Values
Chart

Value	Count	Frequency (%)
0	100	100.0%

PoolQC
Unsupported

MISSING
REJECTED
UNSUPPORTED

Missing	100
Missing (%)	100.0%
Memory size	928.0 B

Fence
Categorical

MISSING

Distinct	3
Distinct (%)	13.0%
Missing	77
Missing (%)	77.0%
Memory size	800.0 B

MnPrv	14
GdWo	5
GdPrv	4

Frequencies
Length

Value	Count	Frequency (%)
MnPrv	14	14.0%
GdWo	5	5.0%
GdPrv	4	4.0%
(Missing)	77	77.0%

Frequencies of value counts

Unique

Unique	0 ?
Unique (%)	0.0%

Histogram of lengths of the category

Length

Max length	5
Median length	3
Mean length	3.41
Min length	3

MiscFeature
Categorical

MISSING

Distinct	1
Distinct (%)	11.1%
Missing	91
Missing (%)	91.0%
Memory size	800.0 B

Shed	9

Frequencies
Length

Value	Count	Frequency (%)
Shed	9	9.0%
(Missing)	91	91.0%

Frequencies of value counts

Unique

Unique	0 ?
Unique (%)	0.0%

Histogram of lengths of the category

Length

Max length	4
Median length	3
Mean length	3.09
Min length	3

MiscVal
Real number (ℝ_≥0)

ZEROS

Distinct	6
Distinct (%)	6.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	46.3
Minimum	0
Maximum	700
Zeros	91
Zeros (%)	91.0%
Memory size	800.0 B

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	404
Maximum	700
Range	700
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	153.6929577
Coefficient of variation (CV)	3.319502327
Kurtosis	10.01392525
Mean	46.3
Median Absolute Deviation (MAD)	0
Skewness	3.306726439
Sum	4630
Variance	23621.52525
Monotocity	Not monotonic

Histogram with fixed size bins (bins=6)

Value	Count	Frequency (%)
0	91	91.0%
700	3	3.0%
400	3	3.0%
350	1	1.0%
500	1	1.0%
480	1	1.0%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	91	91.0%
350	1	1.0%
400	3	3.0%
480	1	1.0%
500	1	1.0%

Value	Count	Frequency (%)
700	3	3.0%
500	1	1.0%
480	1	1.0%
400	3	3.0%
350	1	1.0%

MoSold
Real number (ℝ_≥0)

Distinct	12
Distinct (%)	12.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	6.33
Minimum	1
Maximum	12
Zeros	0
Zeros (%)	0.0%
Memory size	800.0 B

Quantile statistics

Minimum	1
5-th percentile	1
Q1	4.75
median	6
Q3	8
95-th percentile	12
Maximum	12
Range	11
Interquartile range (IQR)	3.25

Descriptive statistics

Standard deviation	3.048612866
Coefficient of variation (CV)	0.4816134069
Kurtosis	-0.7052229442
Mean	6.33
Median Absolute Deviation (MAD)	2
Skewness	0.08530410432
Sum	633
Variance	9.294040404
Monotocity	Not monotonic

Histogram with fixed size bins (bins=12)

Value	Count	Frequency (%)
5	17	17.0%
7	13	13.0%
6	12	12.0%
8	9	9.0%
10	8	8.0%
2	7	7.0%
4	7	7.0%
1	7	7.0%
12	6	6.0%
9	5	5.0%
Other values (2)	9	9.0%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
1	7	7.0%
2	7	7.0%
3	4	4.0%
4	7	7.0%
5	17	17.0%

Value	Count	Frequency (%)
12	6	6.0%
11	5	5.0%
10	8	8.0%
9	5	5.0%
8	9	9.0%

YrSold
Real number (ℝ_≥0)

Distinct	5
Distinct (%)	5.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	2007.9
Minimum	2006
Maximum	2010
Zeros	0
Zeros (%)	0.0%
Memory size	800.0 B

Quantile statistics

Minimum	2006
5-th percentile	2006
Q1	2007
median	2008
Q3	2009
95-th percentile	2010
Maximum	2010
Range	4
Interquartile range (IQR)	2

Descriptive statistics

Standard deviation	1.359589956
Coefficient of variation (CV)	0.0006771203526
Kurtosis	-1.196581483
Mean	2007.9
Median Absolute Deviation (MAD)	1
Skewness	0.1107334042
Sum	200790
Variance	1.848484848
Monotocity	Not monotonic

Histogram with fixed size bins (bins=5)

Value	Count	Frequency (%)
2007	24	24.0%
2008	21	21.0%
2009	20	20.0%
2006	19	19.0%
2010	16	16.0%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
2006	19	19.0%
2007	24	24.0%
2008	21	21.0%
2009	20	20.0%
2010	16	16.0%

Value	Count	Frequency (%)
2010	16	16.0%
2009	20	20.0%
2008	21	21.0%
2007	24	24.0%
2006	19	19.0%

SaleType
Categorical

Distinct	4
Distinct (%)	4.0%
Missing	0
Missing (%)	0.0%
Memory size	800.0 B

WD	89
New	7
COD	3
ConLD	1

Frequencies
Length

Value	Count	Frequency (%)
WD	89	89.0%
New	7	7.0%
COD	3	3.0%
ConLD	1	1.0%

Frequencies of value counts

Unique

Unique	1 ?
Unique (%)	1.0%

Histogram of lengths of the category

Length

Max length	5
Median length	2
Mean length	2.13
Min length	2

SaleCondition
Categorical

Distinct	4
Distinct (%)	4.0%
Missing	0
Missing (%)	0.0%
Memory size	800.0 B

Normal	82
Abnorml	10
Partial	7
AdjLand	1

Frequencies
Length

Value	Count	Frequency (%)
Normal	82	82.0%
Abnorml	10	10.0%
Partial	7	7.0%
AdjLand	1	1.0%

Frequencies of value counts

Unique

Unique	1 ?
Unique (%)	1.0%

Histogram of lengths of the category

Length

Max length	7
Median length	6
Mean length	6.18
Min length	6

SalePrice
Real number (ℝ_≥0)

Distinct	93
Distinct (%)	93.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	173820.66
Minimum	40000
Maximum	438780
Zeros	0
Zeros (%)	0.0%
Memory size	800.0 B

Quantile statistics

Minimum	40000
5-th percentile	84900
Q1	129362.5
median	153750
Q3	207750
95-th percentile	317145
Maximum	438780
Range	398780
Interquartile range (IQR)	78387.5

Descriptive statistics

Standard deviation	72236.55289
Coefficient of variation (CV)	0.4155809378
Kurtosis	1.546005687
Mean	173820.66
Median Absolute Deviation (MAD)	33500
Skewness	1.17834623
Sum	17382066
Variance	5218119573
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
110000	2	2.0%
127000	2	2.0%
140000	2	2.0%
185000	2	2.0%
129900	2	2.0%
129500	2	2.0%
144000	2	2.0%
202500	1	1.0%
244000	1	1.0%
225000	1	1.0%
Other values (83)	83	83.0%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
40000	1	1.0%
68500	1	1.0%
80000	1	1.0%
82000	1	1.0%
83000	1	1.0%

Value	Count	Frequency (%)
438780	1	1.0%
385000	1	1.0%
345000	1	1.0%
325300	1	1.0%
319900	1	1.0%

Pearson's r

The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.

To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.

Spearman's ρ

The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.

To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.

Kendall's τ

Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.

To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.

Phik (φk)

Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.

Cramér's V (φc)

Cramér's V is an association measure for nominal random variables. The coefficient ranges from 0 to 1, with 0 indicating independence and 1 indicating perfect association. The empirical estimators used for Cramér's V have been proved to be biased, even for large samples. We use a bias-corrected measure that has been proposed by Bergsma in 2013 that can be found here.

First rows

	Id	MSSubClass	MSZoning	LotFrontage	LotArea	Street	Alley	LotShape	LandContour	Utilities	LotConfig	LandSlope	Neighborhood	Condition1	Condition2	BldgType	HouseStyle	OverallQual	OverallCond	YearBuilt	YearRemodAdd	RoofStyle	RoofMatl	Exterior1st	Exterior2nd	MasVnrType	MasVnrArea	ExterQual	ExterCond	Foundation	BsmtQual	BsmtCond	BsmtExposure	BsmtFinType1	BsmtFinSF1	BsmtFinType2	BsmtFinSF2	BsmtUnfSF	TotalBsmtSF	Heating	HeatingQC	CentralAir	Electrical	1stFlrSF	2ndFlrSF	GrLivArea	BsmtFullBath	BsmtHalfBath	FullBath	HalfBath	BedroomAbvGr	KitchenAbvGr	KitchenQual	TotRmsAbvGrd	Functional	Fireplaces	FireplaceQu	GarageType	GarageYrBlt	GarageFinish	GarageCars	GarageArea	GarageQual	GarageCond	PavedDrive	WoodDeckSF	OpenPorchSF	EnclosedPorch	3SsnPorch	PoolQC	Fence	MiscFeature	MiscVal	MoSold	YrSold	SaleType	SaleCondition	SalePrice
0	1	60	RL	65.0	8450	Pave	NaN	Reg	Lvl	AllPub	Inside	Gtl	CollgCr	Norm	Norm	1Fam	2Story	7	5	2003	2003	Gable	CompShg	VinylSd	VinylSd	BrkFace	196	Gd	TA	PConc	Gd	TA	No	GLQ	706	Unf	0	150	856	GasA	Ex	Y	SBrkr	856	854	1710	1	0	2	1	3	1	Gd	8	Typ	0	NaN	Attchd	2003.0	RFn	2	548	TA	TA	Y	0	61	0	0	NaN	NaN	NaN	0	2	2008	WD	Normal	208500
1	2	20	RL	80.0	9600	Pave	NaN	Reg	Lvl	AllPub	FR2	Gtl	Veenker	Feedr	Norm	1Fam	1Story	6	8	1976	1976	Gable	CompShg	MetalSd	MetalSd	None	0	TA	TA	CBlock	Gd	TA	Gd	ALQ	978	Unf	0	284	1262	GasA	Ex	Y	SBrkr	1262	0	1262	0	1	2	0	3	1	TA	6	Typ	1	TA	Attchd	1976.0	RFn	2	460	TA	TA	Y	298	0	0	0	NaN	NaN	NaN	0	5	2007	WD	Normal	181500
2	3	60	RL	68.0	11250	Pave	NaN	IR1	Lvl	AllPub	Inside	Gtl	CollgCr	Norm	Norm	1Fam	2Story	7	5	2001	2002	Gable	CompShg	VinylSd	VinylSd	BrkFace	162	Gd	TA	PConc	Gd	TA	Mn	GLQ	486	Unf	0	434	920	GasA	Ex	Y	SBrkr	920	866	1786	1	0	2	1	3	1	Gd	6	Typ	1	TA	Attchd	2001.0	RFn	2	608	TA	TA	Y	0	42	0	0	NaN	NaN	NaN	0	9	2008	WD	Normal	223500
3	4	70	RL	60.0	9550	Pave	NaN	IR1	Lvl	AllPub	Corner	Gtl	Crawfor	Norm	Norm	1Fam	2Story	7	5	1915	1970	Gable	CompShg	Wd Sdng	Wd Shng	None	0	TA	TA	BrkTil	TA	Gd	No	ALQ	216	Unf	0	540	756	GasA	Gd	Y	SBrkr	961	756	1717	1	0	1	0	3	1	Gd	7	Typ	1	Gd	Detchd	1998.0	Unf	3	642	TA	TA	Y	0	35	272	0	NaN	NaN	NaN	0	2	2006	WD	Abnorml	140000
4	5	60	RL	84.0	14260	Pave	NaN	IR1	Lvl	AllPub	FR2	Gtl	NoRidge	Norm	Norm	1Fam	2Story	8	5	2000	2000	Gable	CompShg	VinylSd	VinylSd	BrkFace	350	Gd	TA	PConc	Gd	TA	Av	GLQ	655	Unf	0	490	1145	GasA	Ex	Y	SBrkr	1145	1053	2198	1	0	2	1	4	1	Gd	9	Typ	1	TA	Attchd	2000.0	RFn	3	836	TA	TA	Y	192	84	0	0	NaN	NaN	NaN	0	12	2008	WD	Normal	250000
5	6	50	RL	85.0	14115	Pave	NaN	IR1	Lvl	AllPub	Inside	Gtl	Mitchel	Norm	Norm	1Fam	1.5Fin	5	5	1993	1995	Gable	CompShg	VinylSd	VinylSd	None	0	TA	TA	Wood	Gd	TA	No	GLQ	732	Unf	0	64	796	GasA	Ex	Y	SBrkr	796	566	1362	1	0	1	1	1	1	TA	5	Typ	0	NaN	Attchd	1993.0	Unf	2	480	TA	TA	Y	40	30	0	320	NaN	MnPrv	Shed	700	10	2009	WD	Normal	143000
6	7	20	RL	75.0	10084	Pave	NaN	Reg	Lvl	AllPub	Inside	Gtl	Somerst	Norm	Norm	1Fam	1Story	8	5	2004	2005	Gable	CompShg	VinylSd	VinylSd	Stone	186	Gd	TA	PConc	Ex	TA	Av	GLQ	1369	Unf	0	317	1686	GasA	Ex	Y	SBrkr	1694	0	1694	1	0	2	0	3	1	Gd	7	Typ	1	Gd	Attchd	2004.0	RFn	2	636	TA	TA	Y	255	57	0	0	NaN	NaN	NaN	0	8	2007	WD	Normal	307000
7	8	60	RL	NaN	10382	Pave	NaN	IR1	Lvl	AllPub	Corner	Gtl	NWAmes	PosN	Norm	1Fam	2Story	7	6	1973	1973	Gable	CompShg	HdBoard	HdBoard	Stone	240	TA	TA	CBlock	Gd	TA	Mn	ALQ	859	BLQ	32	216	1107	GasA	Ex	Y	SBrkr	1107	983	2090	1	0	2	1	3	1	TA	7	Typ	2	TA	Attchd	1973.0	RFn	2	484	TA	TA	Y	235	204	228	0	NaN	NaN	Shed	350	11	2009	WD	Normal	200000
8	9	50	RM	51.0	6120	Pave	NaN	Reg	Lvl	AllPub	Inside	Gtl	OldTown	Artery	Norm	1Fam	1.5Fin	7	5	1931	1950	Gable	CompShg	BrkFace	Wd Shng	None	0	TA	TA	BrkTil	TA	TA	No	Unf	0	Unf	0	952	952	GasA	Gd	Y	FuseF	1022	752	1774	0	0	2	0	2	2	TA	8	Min1	2	TA	Detchd	1931.0	Unf	2	468	Fa	TA	Y	90	0	205	0	NaN	NaN	NaN	0	4	2008	WD	Abnorml	129900
9	10	190	RL	50.0	7420	Pave	NaN	Reg	Lvl	AllPub	Corner	Gtl	BrkSide	Artery	Artery	2fmCon	1.5Unf	5	6	1939	1950	Gable	CompShg	MetalSd	MetalSd	None	0	TA	TA	BrkTil	TA	TA	No	GLQ	851	Unf	0	140	991	GasA	Ex	Y	SBrkr	1077	0	1077	1	0	1	0	2	2	TA	5	Typ	2	TA	Attchd	1939.0	RFn	1	205	Gd	TA	Y	0	4	0	0	NaN	NaN	NaN	0	1	2008	WD	Normal	118000

Last rows

	Id	MSSubClass	MSZoning	LotFrontage	LotArea	Street	Alley	LotShape	LandContour	Utilities	LotConfig	LandSlope	Neighborhood	Condition1	Condition2	BldgType	HouseStyle	OverallQual	OverallCond	YearBuilt	YearRemodAdd	RoofStyle	RoofMatl	Exterior1st	Exterior2nd	MasVnrType	MasVnrArea	ExterQual	ExterCond	Foundation	BsmtQual	BsmtCond	BsmtExposure	BsmtFinType1	BsmtFinSF1	BsmtFinType2	BsmtUnfSF	TotalBsmtSF	Heating	HeatingQC	CentralAir	Electrical	1stFlrSF	2ndFlrSF	GrLivArea	BsmtFullBath	BsmtHalfBath	FullBath	HalfBath	BedroomAbvGr	KitchenAbvGr	KitchenQual	TotRmsAbvGrd	Functional	Fireplaces	FireplaceQu	GarageType	GarageYrBlt	GarageFinish	GarageCars	GarageArea	GarageQual	GarageCond	PavedDrive	WoodDeckSF	OpenPorchSF	EnclosedPorch	ScreenPorch	PoolQC	Fence	MiscFeature	MiscVal	MoSold	YrSold	SaleType	SaleCondition	SalePrice
90	91	20	RL	60.0	7200	Pave	NaN	Reg	Lvl	AllPub	Inside	Gtl	NAmes	Norm	Norm	1Fam	1Story	4	5	1950	1950	Gable	CompShg	BrkFace	Wd Sdng	None	0	TA	TA	Slab	NaN	NaN	NaN	NaN	0	NaN	0	0	GasA	TA	Y	FuseA	1040	0	1040	0	0	1	0	2	1	TA	4	Typ	0	NaN	Detchd	1950.0	Unf	2	420	TA	TA	Y	0	29	0	0	NaN	NaN	NaN	0	7	2006	WD	Normal	109900
91	92	20	RL	85.0	8500	Pave	NaN	Reg	Lvl	AllPub	Inside	Gtl	NAmes	Norm	Norm	1Fam	1Story	5	3	1961	1961	Hip	CompShg	HdBoard	HdBoard	BrkCmn	203	TA	TA	CBlock	TA	TA	No	Rec	600	Unf	635	1235	GasA	TA	Y	SBrkr	1235	0	1235	0	0	1	0	2	1	TA	6	Typ	0	NaN	Attchd	1961.0	Unf	2	480	TA	TA	Y	0	0	0	0	NaN	GdWo	NaN	0	12	2006	WD	Abnorml	98600
92	93	30	RL	80.0	13360	Pave	Grvl	IR1	HLS	AllPub	Inside	Gtl	Crawfor	Norm	Norm	1Fam	1Story	5	7	1921	2006	Gable	CompShg	Wd Sdng	Wd Sdng	None	0	TA	Gd	BrkTil	Gd	TA	No	ALQ	713	Unf	163	876	GasA	Ex	Y	SBrkr	964	0	964	1	0	1	0	2	1	TA	5	Typ	0	NaN	Detchd	1921.0	Unf	2	432	TA	TA	Y	0	0	44	0	NaN	NaN	NaN	0	8	2009	WD	Normal	163500
93	94	190	C (all)	60.0	7200	Pave	NaN	Reg	Lvl	AllPub	Corner	Gtl	OldTown	Norm	Norm	2fmCon	2.5Unf	6	6	1910	1998	Hip	CompShg	MetalSd	MetalSd	None	0	TA	TA	BrkTil	TA	Fa	Mn	Rec	1046	Unf	168	1214	GasW	Ex	N	SBrkr	1260	1031	2291	0	1	2	0	4	2	TA	9	Typ	1	Gd	Detchd	1900.0	Unf	2	506	TA	TA	Y	0	0	0	99	NaN	NaN	NaN	0	11	2007	WD	Normal	133900
94	95	60	RL	69.0	9337	Pave	NaN	IR1	Lvl	AllPub	Inside	Gtl	CollgCr	Norm	Norm	1Fam	2Story	6	5	1997	1997	Gable	CompShg	VinylSd	VinylSd	None	0	TA	Gd	PConc	Gd	TA	No	GLQ	648	Unf	176	824	GasA	Ex	Y	SBrkr	905	881	1786	1	0	2	1	3	1	Gd	7	Typ	0	NaN	Attchd	1997.0	RFn	2	684	TA	TA	Y	0	162	0	0	NaN	NaN	NaN	0	5	2007	WD	Normal	204750
95	96	60	RL	NaN	9765	Pave	NaN	IR2	Lvl	AllPub	Corner	Gtl	Gilbert	Norm	Norm	1Fam	2Story	6	8	1993	1993	Gable	CompShg	VinylSd	VinylSd	BrkFace	68	Ex	Gd	PConc	Gd	Gd	No	ALQ	310	Unf	370	680	GasA	Gd	Y	SBrkr	680	790	1470	0	0	2	1	3	1	TA	6	Typ	1	TA	BuiltIn	1993.0	Fin	2	420	TA	TA	Y	232	63	0	0	NaN	NaN	Shed	480	4	2009	WD	Normal	185000
96	97	20	RL	78.0	10264	Pave	NaN	IR1	Lvl	AllPub	Inside	Gtl	CollgCr	Norm	Norm	1Fam	1Story	7	5	1999	1999	Gable	CompShg	VinylSd	VinylSd	BrkFace	183	Gd	TA	PConc	Gd	TA	Av	ALQ	1162	Unf	426	1588	GasA	Ex	Y	SBrkr	1588	0	1588	0	0	2	0	3	1	Gd	6	Typ	0	NaN	Attchd	1999.0	RFn	2	472	TA	TA	Y	158	29	0	0	NaN	NaN	NaN	0	8	2006	WD	Normal	214000
97	98	20	RL	73.0	10921	Pave	NaN	Reg	HLS	AllPub	Inside	Gtl	Edwards	Norm	Norm	1Fam	1Story	4	5	1965	1965	Hip	CompShg	HdBoard	HdBoard	BrkFace	48	TA	TA	CBlock	TA	TA	No	Rec	520	Unf	440	960	GasA	TA	Y	FuseF	960	0	960	1	0	1	0	3	1	TA	6	Typ	0	NaN	Attchd	1965.0	Fin	1	432	TA	TA	P	120	0	0	0	NaN	NaN	NaN	0	5	2007	WD	Normal	94750
98	99	30	RL	85.0	10625	Pave	NaN	Reg	Lvl	AllPub	Corner	Gtl	Edwards	Norm	Norm	1Fam	1Story	5	5	1920	1950	Gable	CompShg	Wd Sdng	Wd Sdng	None	0	TA	TA	BrkTil	TA	TA	No	ALQ	108	Unf	350	458	GasA	Fa	N	SBrkr	835	0	835	0	0	1	0	2	1	TA	5	Typ	0	NaN	Basment	1920.0	Unf	1	366	Fa	TA	Y	0	0	77	0	NaN	NaN	Shed	400	5	2010	COD	Abnorml	83000
99	100	20	RL	77.0	9320	Pave	NaN	IR1	Lvl	AllPub	Inside	Gtl	NAmes	Norm	Norm	1Fam	1Story	4	5	1959	1959	Gable	CompShg	Plywood	Plywood	None	0	TA	TA	CBlock	TA	TA	No	ALQ	569	Unf	381	950	GasA	Fa	Y	SBrkr	1225	0	1225	1	0	1	1	3	1	TA	6	Typ	0	NaN	NaN	NaN	NaN	0	0	NaN	NaN	Y	352	0	0	0	NaN	NaN	Shed	400	1	2010	WD	Normal	128950

Overview

Variables

Interactions

Correlations

Pearson's r

Spearman's ρ

Kendall's τ

Phik (φk)

Cramér's V (φc)

Missing values

Sample

First rows

Last rows